Table 3.
Classification performance.
Accuracy | F1 score | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
Thumb | Index | Middle | Ring | Little | Thumb | Index | Middle | Ring | Little | |
SVM | 0.999 | 0.767 | 0.916 | 0.895 | 0.932 | 0.999 | 0.808 | 0.911 | 0.771 | 0.677 |
RF | 0.999 | 0.975 | 0.996 | 0.992 | 0.988 | 0.999 | 0.976 | 0.996 | 0.980 | 0.981 |
MLP | 0.999 | 0.965 | 0.973 | 0.966 | 0.970 | 0.999 | 0.965 | 0.972 | 0.954 | 0.945 |
CNN | 0.999 | 0.999 | 0.999 | 0.999 | 0.999 | 0.999 | 0.999 | 0.999 | 0.999 | 0.999 |
RNN | 0.999 | 0.948 | 0.988 | 0.970 | 0.994 | 0.999 | 0.957 | 0.987 | 0.950 | 0.994 |